{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Overview"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook demonstrates how to calculate and update the Matrix Profile for a sample dataset (this is the same example signal used in https://github.com/aouyang1/go-matrixprofile)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matrixprofile import *\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load and visualize sample data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv('docs\\\\examples\\\\rawdata.csv')\n",
    "pattern = data.data.values\n",
    "\n",
    "#Plot data\n",
    "fig, ax1 = plt.subplots(figsize=(20,10))\n",
    "ax1.plot(np.arange(len(pattern)),pattern, label=\"Synthetic Data\")\n",
    "legend = ax1.legend(loc='upper right')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calculate the Matrix Profile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = 32\n",
    "mp = matrixProfile.stomp(pattern,m)\n",
    "\n",
    "# Bonus: calculate the corrected arc curve (CAC) to do semantic segmantation.\n",
    "cac = fluss.fluss(mp[1], m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Sample')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Append np.nan to Matrix profile to enable plotting against raw data\n",
    "mp_adj = np.append(mp[0],np.zeros(m-1)+np.nan)\n",
    "\n",
    "#Plot the signal data\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(3,1,sharex=True,figsize=(20,10))\n",
    "ax1.plot(np.arange(len(pattern)),pattern, label=\"Synthetic Data\")\n",
    "ax1.set_ylabel('Signal', size=22)\n",
    "\n",
    "#Plot the Matrix Profile\n",
    "ax2.plot(np.arange(len(mp_adj)),mp_adj, label=\"Matrix Profile\", color='red')\n",
    "ax2.set_ylabel('Matrix Profile', size=22)\n",
    "ax2.set_xlabel('Sample', size=22)\n",
    "\n",
    "#Plot the CAC\n",
    "ax3.plot(np.arange(len(cac)),cac, label=\"CAC\", color='green')\n",
    "ax3.set_ylabel('CAC', size=22)\n",
    "ax3.set_xlabel('Sample', size=22)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
